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From Theory to Practice: Efficient Join Query Evaluation in a Parallel Database System

Summary: Unifies communication-optimal distributed join evaluation with worst-case optimal sequential algorithms for cyclic joins on parallel architectures. Demonstrates practical optimizations and a unified evaluation of both approaches, enabling efficient, scalable join processing in DBMS. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5139
Venue
SIGMOD
Year
2015
Pagerank
0.00011166426
Overall Rank
1,320 | 90.95%
DOI
10.1145/2723372.2750545

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{chu_sigmod15,
        title = {{From Theory to Practice: Efficient Join Query Evaluation in a Parallel Database System}},
        author = {Chu, Shumo and Balazinska, Magdalena and Suciu, Dan},
        series = {{SIGMOD} '15},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2723372.2750545},
        url = {https://dl.acm.org/doi/10.1145/2723372.2750545},
        year = {2015}
}

Incoming Citations (Sorted by Pagerank)

Showing 31 of 31 citing papers.

Rank Citing Paper Year Venue Pagerank
211 EmptyHeaded: A Relational Engine for Graph Processing 2016 SIGMOD 0.00024797217
321 Worst-Case Optimal Join Algorithms: Techniques, Results, and Open Problems 2018 PODS 0.00021283186
802 Random Sampling over Joins Revisited 2018 SIGMOD 0.00013907725
809 Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins 2019 VLDB 0.00013874588
814 Hypertree Decompositions: Questions and Answers 2016 PODS 0.00013841737
1,664 Two-Level Sampling for Join Size Estimation 2017 SIGMOD 0.00010070362
1,740 Adopting Worst-Case Optimal Joins in Relational Database Systems 2020 VLDB 9.875587e-05
2,893 Distributed Data Deduplication 2016 VLDB 7.983961e-05
3,027 Sortledton: a Universal, Transactional Graph Data Structure 2022 VLDB 7.8374092e-05
3,137 Pushing Data-Induced Predicates Through Joins in Big-Data Clusters 2020 VLDB 7.7204167e-05
3,618 The Myria Big Data Management and Analytics System and Cloud Service 2017 CIDR 7.2523695e-05
3,821 Distributed Subgraph Matching on Timely Dataflow 2019 VLDB 7.0933895e-05
5,529 Debunking the Myth of Join Ordering: Toward Robust SQL Analytics 2025 SIGMOD 6.18591e-05
6,596 Near-Optimal Distributed Band-Joins through Recursive Partitioning 2020 SIGMOD 5.828647e-05
6,672 Computing Join Queries with Functional Dependencies 2016 PODS 5.8070233e-05
7,111 Submodularity of Distributed Join Computation 2018 SIGMOD 5.69924e-05
7,709 Quill: Efficient, Transferable, and Rich Analytics at Scale 2016 VLDB 5.5628268e-05
7,769 G-SQL: Fast Query Processing via Graph Exploration 2016 VLDB 5.5474529e-05
8,374 SPRINTER: A Fast n-ary Join Query Processing Method for Complex OLAP Queries 2020 SIGMOD 5.4399097e-05
8,736 HYPERSONIC: A Hybrid Parallelization Approach for Scalable Complex Event Processing 2022 SIGMOD 5.3766157e-05
9,027 JoinSketch: A Sketch Algorithm for Accurate and Unbiased Inner-Product Estimation 2023 SIGMOD 5.3293224e-05
9,476 SODA: A Set of Fast Oblivious Algorithms in Distributed Secure Data Analytics 2023 VLDB 5.2634238e-05
9,478 Parallel Query Processing: To Separate Communication from Computation 2022 SIGMOD 5.2634238e-05
10,526 TurboLynx: Schemaless Graph Engine Strikes Back for General-Purpose Analytics 2026 VLDB 5.093636e-05
10,765 HoneyComb: A Parallel Worst-Case Optimal Join on Multicores 2025 SIGMOD 5.093636e-05
10,787 cuMatch: A GPU-based Memory-Efficient Worst-case Optimal Join Processing Method for Subgraph Queries with Complex Patterns 2025 SIGMOD 5.093636e-05
11,556 Scaling Equi-Joins 2022 SIGMOD 5.093636e-05
12,032 Logical Aspects of Massively Parallel and Distributed Systems 2016 PODS 5.093636e-05
12,036 An Efficient MapReduce Cube Algorithm for Varied Data Distributions 2016 SIGMOD 5.093636e-05
12,082 Parallel Evaluation of Multi-Semi-Joins 2016 VLDB 5.093636e-05
12,147 Big Data Research: Will Industry Solve all the Problems? 2015 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 22 of 22 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
51 Dremel: Interactive Analysis of Web-Scale Datasets 2010 VLDB 0.0004291425
53 Eddies: Continuously Adaptive Query Processing 2000 SIGMOD 0.00041071971
89 On the Propagation of Errors in the Size of Join Results 1991 SIGMOD 0.00035031529
120 HadoopDB: An Architectural Hybrid of MapReduce and DBMS Technologies for Analytical Workloads 2009 VLDB 0.00031680027
246 Automating Physical Database Design in a Parallel Database 2002 SIGMOD 0.00023457421
411 Worst-case Optimal Join Algorithms 2012 PODS 0.00018902089
425 Shark: SQL and Rich Analytics at Scale 2013 SIGMOD 0.00018704491
607 F1: A Distributed SQL Database That Scales 2013 VLDB 0.00015800238
904 Tradeoffs in Processing Complex Join Queries via Hashing in Multiprocessor Database Machines 1990 VLDB 0.00013319798
954 Parallel Evaluation of Conjunctive Queries 2011 PODS 0.00012997301
995 Multi-Dimensional Database Allocation for Parallel Data Warehouses 2000 VLDB 0.00012758724
1,207 Communication Steps for Parallel Query Processing 2013 PODS 0.00011663155
1,448 Skew in Parallel Query Processing 2014 PODS 0.00010758872
1,699 Beyond Worst-case Analysis for Joins with Minesweeper 2014 PODS 9.975915e-05
1,852 Automated Partitioning Design in Parallel Database Systems 2011 SIGMOD 9.6134443e-05
1,974 Track Join: Distributed Joins with Minimal Network Traffic 2014 SIGMOD 9.3658402e-05
2,104 Optimization of Multi-Way Join Queries for Parallel Execution 1991 VLDB 9.1594086e-05
2,804 Demonstration of the Myria Big Data Management Service 2014 SIGMOD 8.1075524e-05
2,887 Efficient Multi-way Theta-Join Processing Using MapReduce 2012 VLDB 7.9952432e-05
2,892 Scalable and Adaptive Online Joins 2014 VLDB 7.9852178e-05
3,578 Advanced Join Strategies for Large-Scale Distributed Computation 2014 VLDB 7.2899943e-05
8,069 Execution Primitives for Scalable Joins and Aggregations in Map Reduce 2014 VLDB 5.4940737e-05
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